| 1 | -- | 3 | O. Erhun Kundakcioglu, Marcello Sanguineti, Theodore B. Trafalis. Guest Editorial |
| 5 | -- | 24 | A. Alessandri, Lucia Cassettari, Roberto Mosca. Nonparametric nonlinear regression using polynomial and neural approximators: a numerical comparison |
| 25 | -- | 40 | Augusto Destrero, Sofia Mosci, Christine De Mol, Alessandro Verri, Francesca Odone. Feature selection for high-dimensional data |
| 41 | -- | 51 | Peng Du, Jiming Peng, Tamás Terlaky. Self-adaptive support vector machines: modelling and experiments |
| 53 | -- | 79 | Giorgio Gnecco, Marcello Sanguineti. The weight-decay technique in learning from data: an optimization point of view |
| 81 | -- | 100 | Olutayo O. Oladunni, Theodore B. Trafalis. A nonlinear multi-classification knowledge-based kernel machine |
| 101 | -- | 114 | Carlotta Orsenigo, Carlo Vercellis. Multicategory classification via discrete support vector machines |